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bayes_classifier_on_image_segmentation's Introduction

文件说明:

  1. 309.bmp是需要分割的图像,只要求对鱼的部分进行分割
  2. array_sample.mat是用于训练的matlab格式的样本数据,其中每一行代表一个样本信息,第1列为其灰度值,第2-4列分别对应r,g,b颜色值, 最后一列代表label信息,其中1代表属于第一类,-1代表属于第二类
  3. Mask.mat为一个二值图像,通过源图像与该图像的点乘运算即可得到需要分割的目标,即nemo鱼的部分。

除了有参数的概率密度函数估计方法,有能力的同学可以考虑1-2种非参数概率密度函数的估计方法。

任务1中要求对另外4张彩色图像nemo鱼像素点进行分类。还是只针对鱼身上像素点,背景的不用考虑。 想要加分的有能力的同学可以考虑任务2: 忽略掉label信息,通过EM算法做309.bmp图像的像素点分类。

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